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PDF references add-on for enriching Zotero library metadata
Passed 20 of 23 test cases with the skill, and 15 of 23 without it.
and 3 more in the full report
5 fixed15 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
When processing reference lists from older or multidisciplinary PDFs using the Zotero reference add-on, I notice some entries are preprints, written in non-English scripts, or formatted strangely. What is the recommended approach and workflow for handling these edge cases during reference verification?
| Checked | Without skill | With skill |
|---|---|---|
| Recommend editing parsed reference text directly before attempting database matching when handling malformed entries. | Missed | Passed |
| State that published versions are preferred over preprint versions when multiple versions exist. | Passed | Passed |
| Note that cross-language matching relies on transliterated author names for non-Latin script references. | Missed | Passed |
The instructions your model reads when the skill loads.
A skill for using the Zotero Reference add-on to automatically parse, link, and enrich reference lists from PDF documents within Zotero. Based on zotero-reference (3K stars), this skill streamlines the process of building comprehensive, interconnected reference libraries from the papers you read.
When reading academic papers, the reference list at the end contains valuable connections to related work. Manually looking up and adding these references to your library is tedious and error-prone. Zotero Reference automates this by parsing the reference section of PDFs, matching references against academic databases, and offering one-click addition to your Zotero library. This transforms passive reading into active library building.
The plugin is particularly powerful for literature reviews, where you need to systematically follow citation chains, and for new researchers building their initial reference collection in a new field.
Reference Parsing
Database Matching
Library Integration
Reading-Driven Library Building
test cases passed, vs 15 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.